{"id":"W7034005161","doi":"","title":"Soot particle sizing by inverse analysis of multiangle elastic light scattering using Bayesian inference","year":2010,"lang":"en","type":"article","venue":"NPARC","topic":"Hemiptera Insect Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sizing; Particle (ecology); Inverse; Light scattering; Bayesian probability; Inverse problem; Soot; Inference","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001144481,0.00009794519,0.0002008503,0.0000184057,0.0001760235,0.00003864084,0.0001501916,0.00005116113,0.0007807169],"category_scores_gemma":[0.0001361903,0.00004285511,0.0000843173,0.0006004674,0.00009070434,0.0000999848,0.00009783267,0.0001017386,0.000009028628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001184091,"about_ca_system_score_gemma":0.000004796897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002445337,"about_ca_topic_score_gemma":0.00234162,"domain_scores_codex":[0.9992163,0.00002526394,0.0001962576,0.0001936047,0.0001383565,0.0002301989],"domain_scores_gemma":[0.9995828,0.0001431644,0.00008004579,0.0000650132,0.00005065793,0.00007834339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000002977403,0.00003359676,0.1200501,0.000003234068,0.00005647901,9.563273e-7,0.0002308277,0.00001940517,0.8742208,0.00002147774,0.00003595023,0.005324194],"study_design_scores_gemma":[0.0002131765,0.0001362655,0.2682637,0.000040517,0.000412121,0.000001925225,0.0004725613,0.06748805,0.6599073,0.0002178998,0.00239611,0.0004504602],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988791,0.00001256682,0.00006239956,0.0003934473,0.00007403191,0.00005143819,0.00001749565,0.00003037583,0.0004791679],"genre_scores_gemma":[0.9990505,0.000003051313,0.0007786893,0.0000869809,0.00004708286,0.000004264701,0.000005659926,7.667472e-7,0.00002303537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2143135,"threshold_uncertainty_score":0.8548303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02362568358879294,"score_gpt":0.2465822277578493,"score_spread":0.2229565441690563,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}